fix(linkedin-studio): S27 ref-consistency A — "penalty/penalizes" framing → SSOT
Reconcile external-link and topic-relevance reach-loss framing to the algorithm-signals SSOT across 6 files (10 edits): body links "correlate with lower reach" (LinkedIn denies an intentional penalty), topic relevance is a positive ranking input with no quantified off-topic figure. 3 plan-cited lines + 7 same-class siblings surfaced during verify. Bucket B (link-penalty lines in linkedin-formats.md) folded into S28; Bucket D (other unsourced reach-coefficients: -68%/-25%/-15-25%/-30-50%/55%) queued as new S30. Engagement- pod + AI-slop "penalized" framing left intact (officially confirmed). Gate 81/0/0; counts 29/19 unchanged. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016qgzo6rxthw7KuxHjn5vyE
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@ -335,7 +335,7 @@ Search 6: "[AI debate OR controversy OR opinion] LinkedIn [this week]"
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3. **Audience fit over virality.** A trend your specific audience cares about at score 6.0 beats a viral topic at score 4.0. Relevance compounds; virality fades.
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4. **Credibility is non-negotiable.** Never recommend posting on a topic where the creator has no authority. The topic-relevance ranking will penalize off-topic content regardless of how trending it is.
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4. **Credibility is non-negotiable.** Never recommend posting on a topic where the creator has no authority. Topic relevance is a ranking input — off-topic content gets lower reach regardless of how trending it is.
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5. **Saturation awareness saves reputation.** Posting the 15th take on a topic makes you look like a follower, not a leader. Better to skip than to add noise.
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@ -350,7 +350,7 @@ Search 6: "[AI debate OR controversy OR opinion] LinkedIn [this week]"
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| Anti-Pattern | Why It Fails | Instead |
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|--------------|--------------|---------|
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| Reporting news without perspective | No differentiation, looks like a news feed | Add "So what?" and "Now what?" to every trend |
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| Recommending off-topic trends | topic-relevance penalty, damages authority | Always check pillar fit and authority score |
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| Recommending off-topic trends | off-topic content gets lower reach, damages authority | Always check pillar fit and authority score |
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| Chasing every trend | Dilutes positioning, exhausts creator | Max 2-3 trend posts per week, rest is evergreen |
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| Ignoring saturation | Late takes look derivative | Check saturation before recommending timing |
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| Same angle every time | Predictable, audience tunes out | Rotate across 8 angles, track recently used |
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